We extend the real-space mapping method developed in Shi et al. (2016) so that it can be applied to flux-limited galaxy samples. We use an ensemble of mock catalogs to demonstrate the reliability of this extension, showing that it allows for an accurate recovery of the real-space correlation functions and galaxy biases. We also demonstrate that, using an iterative method applied to intermediate-scale clustering data, we can obtain an unbiased estimate of the growth rate of structure f σ 8 , which is related to the clustering amplitude of matter, to an accuracy of ∼ 10%. Applying this method to the Sloan Digital Sky Survey (SDSS) Data Release 7 (DR7), we construct a real-space galaxy catalog spanning the redshift range 0.01 ≤ z ≤ 0.2, which contains 584,473 galaxies in the north Galactic cap (NGC). Using this data, we infer f σ 8 = 0.376 ± 0.038 at a median redshift z = 0.1, which is consistent with the WMAP9 cosmology at the 1σ level. By combining this measurement with the real-space clustering of galaxies and with galaxy-galaxy weak lensing measurements for the same sets of galaxies, we are able to break the degeneracy between f , σ 8 , and b. From the SDSS DR7 data alone, we obtain the following cosmological constraints at redshift z = 0.1: f =0.464 +0.040 −0.040 , σ 8 =0.769 +0.121 −0.089 , and b = 1.910 +0.234 −0.268 , 1.449 +0.194 −0.196 , 1.301 +0.170 −0.177 , and 1.196 +0.159 −0.161 for galaxies within different absolute magnitude bins 0.1 M r − 5 log h = [−23, 0, −22.0], [−22, 0, −21.0], [−21.0, −20.0] and [−20.0, −19.0], respectively.